Author

Yuang Ma

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Jul 2026

Selective KV Cache Protection for Noise-Resilient LLM Inference on Analog Compute-In-Memory Systems

A hierarchical token protection strategy is proposed that keeps sink tokens and a sliding recent-token window on a higher-precision digital path while processing the bulk KV cache on analog CIM, revealing that initial and recent tokens exhibit disproportionate vulnerability to hardware noise.

Yuan-Nuo Feng, Wen-Yong Zhou, Yuang Ma et al. · arXiv.org · 0 citations